add ignore links

## Description

Response is being re-assigned

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

.ci/quickstart_test/go.integration.cloudbuild.yaml

@@ -23,18 +23,13 @@ steps:
       - |
         set -ex
         export VERSION=$(cat ./cmd/version.txt)
-        chmod +x .ci/sample_tests/run_tests.sh
+        chmod +x .ci/quickstart_test/run_go_tests.sh
-        .ci/sample_tests/run_tests.sh
+        .ci/quickstart_test/run_go_tests.sh
     env:
       - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
       - 'GCP_PROJECT=${_GCP_PROJECT}'
       - 'DATABASE_NAME=${_DATABASE_NAME}'
       - 'DB_USER=${_DB_USER}'
-      - 'TARGET_ROOT=docs/en/getting-started/quickstart/go'
-      - 'TARGET_LANG=go'
-      - 'TABLE_NAME=hotels_go'
-      - 'SQL_FILE=.ci/sample_tests/setup_hotels.sql'
-      - 'AGENT_FILE_PATTERN=quickstart.go'
     secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
 
 availableSecrets:

.ci/quickstart_test/js.integration.cloudbuild.yaml

@@ -23,18 +23,13 @@ steps:
       - |
         set -ex
         export VERSION=$(cat ./cmd/version.txt)
-        chmod +x .ci/sample_tests/run_tests.sh
+        chmod +x .ci/quickstart_test/run_js_tests.sh
-        .ci/sample_tests/run_tests.sh
+        .ci/quickstart_test/run_js_tests.sh
     env:
       - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
       - 'GCP_PROJECT=${_GCP_PROJECT}'
       - 'DATABASE_NAME=${_DATABASE_NAME}'
       - 'DB_USER=${_DB_USER}'
-      - 'TARGET_ROOT=docs/en/getting-started/quickstart/js'
-      - 'TARGET_LANG=js'
-      - 'TABLE_NAME=hotels_js'
-      - 'SQL_FILE=.ci/sample_tests/setup_hotels.sql'
-      - 'AGENT_FILE_PATTERN=quickstart.js'
     secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
 
 availableSecrets:

.ci/quickstart_test/py.integration.cloudbuild.yaml

@@ -23,18 +23,13 @@ steps:
       - |
         set -ex
         export VERSION=$(cat ./cmd/version.txt)
-        chmod +x .ci/sample_tests/run_py_tests.sh
+        chmod +x .ci/quickstart_test/run_py_tests.sh
-        .ci/sample_tests/run_py_tests.sh
+        .ci/quickstart_test/run_py_tests.sh
     env:
       - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
       - 'GCP_PROJECT=${_GCP_PROJECT}'
       - 'DATABASE_NAME=${_DATABASE_NAME}'
       - 'DB_USER=${_DB_USER}'
-      - 'TARGET_ROOT=docs/en/getting-started/quickstart/python'
-      - 'TARGET_LANG=python'
-      - 'TABLE_NAME=hotels_python'
-      - 'SQL_FILE=.ci/sample_tests/setup_hotels.sql'
-      - 'AGENT_FILE_PATTERN=quickstart.py'
     secretEnv: ['TOOLS_YAML_CONTENT', 'GOOGLE_API_KEY', 'DB_PASSWORD']
 
 availableSecrets:

.ci/quickstart_test/run_go_tests.sh

@@ -0,0 +1,125 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+#!/bin/bash
+
+set -e
+
+TABLE_NAME="hotels_go"
+QUICKSTART_GO_DIR="docs/en/getting-started/quickstart/go"
+SQL_FILE=".ci/quickstart_test/setup_hotels_sample.sql"
+
+PROXY_PID=""
+TOOLBOX_PID=""
+
+install_system_packages() {
+  apt-get update && apt-get install -y \
+    postgresql-client \
+    wget \
+    gettext-base  \
+    netcat-openbsd
+}
+
+start_cloud_sql_proxy() {
+  wget "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
+  chmod +x /usr/local/bin/cloud-sql-proxy
+  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" &
+  PROXY_PID=$!
+
+  for i in {1..30}; do
+    if nc -z 127.0.0.1 5432; then
+      echo "Cloud SQL Proxy is up and running."
+      return
+    fi
+    sleep 1
+  done
+
+  echo "Cloud SQL Proxy failed to start within the timeout period."
+  exit 1
+}
+
+setup_toolbox() {
+  TOOLBOX_YAML="/tools.yaml"
+  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
+  if [ ! -f "$TOOLBOX_YAML" ]; then echo "Failed to create tools.yaml"; exit 1; fi
+  wget "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
+  chmod +x "/toolbox"
+  /toolbox --tools-file "$TOOLBOX_YAML" &
+  TOOLBOX_PID=$!
+  sleep 2
+}
+
+setup_orch_table() {
+  export TABLE_NAME
+  envsubst < "$SQL_FILE" | psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME"
+}
+
+run_orch_test() {
+  local orch_dir="$1"
+  local orch_name
+  orch_name=$(basename "$orch_dir")
+
+  if [ "$orch_name" == "openAI" ]; then
+      echo -e "\nSkipping framework '${orch_name}': Temporarily excluded."
+      return
+  fi
+
+  (
+    set -e
+    setup_orch_table
+
+    echo "--- Preparing module for $orch_name ---"
+    cd "$orch_dir"
+
+    if [ -f "go.mod" ]; then
+      go mod tidy
+    fi
+
+    cd ..
+
+    export ORCH_NAME="$orch_name"
+
+    echo "--- Running tests for $orch_name ---"
+    go test -v ./...
+  )
+}
+
+cleanup_all() {
+  echo "--- Final cleanup: Shutting down processes and dropping table ---"
+  if [ -n "$TOOLBOX_PID" ]; then
+    kill $TOOLBOX_PID || true
+  fi
+  if [ -n "$PROXY_PID" ]; then
+    kill $PROXY_PID || true
+  fi
+}
+trap cleanup_all EXIT
+
+# Main script execution
+install_system_packages
+start_cloud_sql_proxy
+
+export PGHOST=127.0.0.1
+export PGPORT=5432
+export PGPASSWORD="$DB_PASSWORD"
+export GOOGLE_API_KEY="$GOOGLE_API_KEY"
+
+setup_toolbox
+
+for ORCH_DIR in "$QUICKSTART_GO_DIR"/*/; do
+  if [ ! -d "$ORCH_DIR" ]; then
+    continue
+  fi
+  run_orch_test "$ORCH_DIR"
+done

.ci/quickstart_test/run_js_tests.sh

@@ -0,0 +1,125 @@
+# Copyright 2025 Google LLC
+# 
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+# 
+#      http://www.apache.org/licenses/LICENSE-2.0
+# 
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+#!/bin/bash
+
+set -e
+
+TABLE_NAME="hotels_js"
+QUICKSTART_JS_DIR="docs/en/getting-started/quickstart/js"
+SQL_FILE=".ci/quickstart_test/setup_hotels_sample.sql"
+
+# Initialize process IDs to empty at the top of the script
+PROXY_PID=""
+TOOLBOX_PID=""
+
+install_system_packages() {
+  apt-get update && apt-get install -y \
+    postgresql-client \
+    wget \
+    gettext-base  \
+    netcat-openbsd
+}
+
+start_cloud_sql_proxy() {
+  wget "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
+  chmod +x /usr/local/bin/cloud-sql-proxy
+  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" &
+  PROXY_PID=$!
+
+  for i in {1..30}; do
+    if nc -z 127.0.0.1 5432; then
+      echo "Cloud SQL Proxy is up and running."
+      return
+    fi
+    sleep 1
+  done
+
+  echo "Cloud SQL Proxy failed to start within the timeout period."
+  exit 1
+}
+
+setup_toolbox() {
+  TOOLBOX_YAML="/tools.yaml"
+  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
+  if [ ! -f "$TOOLBOX_YAML" ]; then echo "Failed to create tools.yaml"; exit 1; fi
+  wget "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
+  chmod +x "/toolbox"
+  /toolbox --tools-file "$TOOLBOX_YAML" &
+  TOOLBOX_PID=$!
+  sleep 2
+}
+
+setup_orch_table() {
+  export TABLE_NAME
+  envsubst < "$SQL_FILE" | psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME"
+}
+
+run_orch_test() {
+  local orch_dir="$1"
+  local orch_name
+  orch_name=$(basename "$orch_dir")
+
+  (
+    set -e
+    echo "--- Preparing environment for $orch_name ---"
+    setup_orch_table
+
+    cd "$orch_dir"
+    echo "Installing dependencies for $orch_name..."
+    if [ -f "package-lock.json" ]; then
+      npm ci
+    else
+      npm install
+    fi
+
+    cd ..
+
+    echo "--- Running tests for $orch_name ---"
+    export ORCH_NAME="$orch_name"
+    node --test quickstart.test.js
+
+    echo "--- Cleaning environment for $orch_name ---"
+    rm -rf "${orch_name}/node_modules"
+  )
+}
+
+cleanup_all() {
+  echo "--- Final cleanup: Shutting down processes and dropping table ---"
+  if [ -n "$TOOLBOX_PID" ]; then
+    kill $TOOLBOX_PID || true
+  fi
+  if [ -n "$PROXY_PID" ]; then
+    kill $PROXY_PID || true
+  fi
+}
+trap cleanup_all EXIT
+
+# Main script execution
+install_system_packages
+start_cloud_sql_proxy
+
+export PGHOST=127.0.0.1
+export PGPORT=5432
+export PGPASSWORD="$DB_PASSWORD"
+export GOOGLE_API_KEY="$GOOGLE_API_KEY"
+
+setup_toolbox
+
+for ORCH_DIR in "$QUICKSTART_JS_DIR"/*/; do
+  if [ ! -d "$ORCH_DIR" ]; then
+    continue
+  fi
+  run_orch_test "$ORCH_DIR"
+done

.ci/quickstart_test/run_py_tests.sh

@@ -0,0 +1,115 @@
+# Copyright 2025 Google LLC
+# 
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+# 
+#      http://www.apache.org/licenses/LICENSE-2.0
+# 
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+#!/bin/bash
+
+set -e
+
+TABLE_NAME="hotels_python"
+QUICKSTART_PYTHON_DIR="docs/en/getting-started/quickstart/python"
+SQL_FILE=".ci/quickstart_test/setup_hotels_sample.sql"
+
+PROXY_PID=""
+TOOLBOX_PID=""
+
+install_system_packages() {
+  apt-get update && apt-get install -y \
+    postgresql-client \
+    python3-venv \
+    wget \
+    gettext-base  \
+    netcat-openbsd
+}
+
+start_cloud_sql_proxy() {
+  wget "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
+  chmod +x /usr/local/bin/cloud-sql-proxy
+  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" &
+  PROXY_PID=$!
+
+  for i in {1..30}; do
+    if nc -z 127.0.0.1 5432; then
+      echo "Cloud SQL Proxy is up and running."
+      return
+    fi
+    sleep 1
+  done
+
+  echo "Cloud SQL Proxy failed to start within the timeout period."
+  exit 1
+}
+
+setup_toolbox() {
+  TOOLBOX_YAML="/tools.yaml"
+  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
+  if [ ! -f "$TOOLBOX_YAML" ]; then echo "Failed to create tools.yaml"; exit 1; fi
+  wget "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
+  chmod +x "/toolbox"
+  /toolbox --tools-file "$TOOLBOX_YAML" &
+  TOOLBOX_PID=$!
+  sleep 2
+}
+
+setup_orch_table() {
+  export TABLE_NAME
+  envsubst < "$SQL_FILE" | psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME"
+}
+
+run_orch_test() {
+  local orch_dir="$1"
+  local orch_name
+  orch_name=$(basename "$orch_dir")
+  (
+    set -e
+    setup_orch_table
+    cd "$orch_dir"
+    local VENV_DIR=".venv"
+    python3 -m venv "$VENV_DIR"
+    source "$VENV_DIR/bin/activate"
+    pip install -r requirements.txt
+    echo "--- Running tests for $orch_name ---"
+    cd ..
+    ORCH_NAME="$orch_name" pytest
+    rm -rf "$VENV_DIR"
+  )
+}
+
+cleanup_all() {
+  echo "--- Final cleanup: Shutting down processes and dropping table ---"
+  if [ -n "$TOOLBOX_PID" ]; then
+    kill $TOOLBOX_PID || true
+  fi
+  if [ -n "$PROXY_PID" ]; then
+    kill $PROXY_PID || true
+  fi
+}
+trap cleanup_all EXIT
+
+# Main script execution
+install_system_packages
+start_cloud_sql_proxy
+
+export PGHOST=127.0.0.1
+export PGPORT=5432
+export PGPASSWORD="$DB_PASSWORD"
+export GOOGLE_API_KEY="$GOOGLE_API_KEY"
+
+setup_toolbox
+
+for ORCH_DIR in "$QUICKSTART_PYTHON_DIR"/*/; do
+  if [ ! -d "$ORCH_DIR" ]; then
+    continue
+  fi
+  run_orch_test "$ORCH_DIR"
+done

.ci/sample_tests/run_tests.sh

@@ -1,202 +0,0 @@
-# Copyright 2026 Google LLC
-# 
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-# 
-#      http://www.apache.org/licenses/LICENSE-2.0
-# 
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-set -e
-
-# --- Configuration (from Environment Variables) ---
-# TARGET_ROOT: The directory to search for tests (e.g., docs/en/getting-started/quickstart/js)
-# TARGET_LANG: python, js, go
-# TABLE_NAME: Database table name to use
-# SQL_FILE: Path to the SQL setup file
-# AGENT_FILE_PATTERN: Filename to look for (e.g., quickstart.js or agent.py)
-
-VERSION=$(cat ./cmd/version.txt)
-
-# Process IDs & Logs
-PROXY_PID=""
-TOOLBOX_PID=""
-PROXY_LOG="cloud_sql_proxy.log"
-TOOLBOX_LOG="toolbox_server.log"
-
-install_system_packages() {
-  echo "Installing system packages..."
-  apt-get update && apt-get install -y \
-    postgresql-client \
-    wget \
-    gettext-base  \
-    netcat-openbsd
-    
-  if [[ "$TARGET_LANG" == "python" ]]; then
-    apt-get install -y python3-venv
-  fi
-}
-
-start_cloud_sql_proxy() {
-  echo "Starting Cloud SQL Proxy..."
-  wget -q "https://storage.googleapis.com/cloud-sql-connectors/cloud-sql-proxy/v2.10.0/cloud-sql-proxy.linux.amd64" -O /usr/local/bin/cloud-sql-proxy
-  chmod +x /usr/local/bin/cloud-sql-proxy
-  cloud-sql-proxy "${CLOUD_SQL_INSTANCE}" > "$PROXY_LOG" 2>&1 &
-  PROXY_PID=$!
-
-  # Health Check
-  for i in {1..30}; do
-    if nc -z 127.0.0.1 5432; then
-      echo "Cloud SQL Proxy is up and running."
-      return
-    fi
-    sleep 1
-  done
-  echo "ERROR: Cloud SQL Proxy failed to start. Logs:"
-  cat "$PROXY_LOG"
-  exit 1
-}
-
-setup_toolbox() {
-  echo "Setting up Toolbox server..."
-  TOOLBOX_YAML="/tools.yaml"
-  echo "${TOOLS_YAML_CONTENT}" > "$TOOLBOX_YAML"
-  wget -q "https://storage.googleapis.com/genai-toolbox/v${VERSION}/linux/amd64/toolbox" -O "/toolbox"
-  chmod +x "/toolbox"
-  /toolbox --tools-file "$TOOLBOX_YAML" > "$TOOLBOX_LOG" 2>&1 &
-  TOOLBOX_PID=$!
-  
-  # Health Check
-  for i in {1..15}; do
-    if nc -z 127.0.0.1 5000; then
-      echo "Toolbox server is up and running."
-      return
-    fi
-    sleep 1
-  done
-  echo "ERROR: Toolbox server failed to start. Logs:"
-  cat "$TOOLBOX_LOG"
-  exit 1
-}
-
-setup_db_table() {
-  echo "Setting up database table $TABLE_NAME using $SQL_FILE..."
-  export TABLE_NAME
-  envsubst < "$SQL_FILE" | psql -h 127.0.0.1 -p 5432 -U "$DB_USER" -d "$DATABASE_NAME"
-}
-
-run_python_test() {
-  local dir=$1
-  local name=$(basename "$dir")
-  echo "--- Running Python Test: $name ---"
-  (
-    cd "$dir"
-    python3 -m venv .venv
-    source .venv/bin/activate
-    pip install -q -r requirements.txt pytest
-    
-    cd ..
-    local test_file=$(find . -maxdepth 1 -name "*test.py" | head -n 1)
-    if [ -n "$test_file" ]; then
-        echo "Found native test: $test_file. Running pytest..."
-        export ORCH_NAME="$name"
-        export PYTHONPATH="../"
-        pytest "$test_file"
-    else
-        echo "No native test found. running agent directly..."
-        export PYTHONPATH="../"
-        python3 "${name}/${AGENT_FILE_PATTERN}"
-    fi
-    rm -rf "${name}/.venv"
-  )
-}
-
-run_js_test() {
-  local dir=$1
-  local name=$(basename "$dir")
-  echo "--- Running JS Test: $name ---"
-  (
-    cd "$dir"
-    if [ -f "package-lock.json" ]; then npm ci -q; else npm install -q; fi
-    
-    cd ..
-    # Looking for a JS test file in the parent directory
-    local test_file=$(find . -maxdepth 1 -name "*test.js" | head -n 1)
-    if [ -n "$test_file" ]; then
-        echo "Found native test: $test_file. Running node --test..."
-        export ORCH_NAME="$name"
-        node --test "$test_file"
-    else
-        echo "No native test found. running agent directly..."
-        node "${name}/${AGENT_FILE_PATTERN}"
-    fi
-    rm -rf "${name}/node_modules"
-  )
-}
-
-run_go_test() {
-  local dir=$1
-  local name=$(basename "$dir")
-
-  if [ "$name" == "openAI" ]; then
-      echo -e "\nSkipping framework '${name}': Temporarily excluded."
-      return
-  fi
-
-  echo "--- Running Go Test: $name ---"
-  (
-    cd "$dir"
-    if [ -f "go.mod" ]; then
-      go mod tidy
-    fi
-    
-    cd ..
-    local test_file=$(find . -maxdepth 1 -name "*test.go" | head -n 1)
-    if [ -n "$test_file" ]; then
-        echo "Found native test: $test_file. Running go test..."
-        export ORCH_NAME="$name"
-        go test -v ./...
-    else
-        echo "No native test found. running agent directly..."
-        cd "$name"
-        go run "."
-    fi
-  )
-}
-
-cleanup() {
-  echo "Cleaning up background processes..."
-  [ -n "$TOOLBOX_PID" ] && kill "$TOOLBOX_PID" || true
-  [ -n "$PROXY_PID" ] && kill "$PROXY_PID" || true
-}
-trap cleanup EXIT
-
-# --- Execution ---
-install_system_packages
-start_cloud_sql_proxy
-
-export PGHOST=127.0.0.1
-export PGPORT=5432
-export PGPASSWORD="$DB_PASSWORD"
-export GOOGLE_API_KEY="$GOOGLE_API_KEY"
-
-setup_toolbox
-setup_db_table
-
-echo "Scanning $TARGET_ROOT for tests with pattern $AGENT_FILE_PATTERN..."
-
-find "$TARGET_ROOT" -name "$AGENT_FILE_PATTERN" | while read -r agent_file; do
-    sample_dir=$(dirname "$agent_file")
-    if [[ "$TARGET_LANG" == "python" ]]; then
-        run_python_test "$sample_dir"
-    elif [[ "$TARGET_LANG" == "js" ]]; then
-        run_js_test "$sample_dir"
-    elif [[ "$TARGET_LANG" == "go" ]]; then
-        run_go_test "$sample_dir"
-    fi
-done

.github/workflows/link_checker_workflow.yaml

@@ -32,29 +32,37 @@ jobs:
           restore-keys: cache-lychee-
 
       - name: Link Checker
+        id: lychee-check       
         uses: lycheeverse/lychee-action@a8c4c7cb88f0c7386610c35eb25108e448569cb0 # v2
+        continue-on-error: true 
         with:
           args: >
-            --verbose
+            --quiet
             --no-progress
             --cache
             --max-cache-age 1d
             --exclude '^neo4j\+.*' --exclude '^bolt://.*'
             README.md
             docs/
-          output: /tmp/foo.txt
+          output: lychee-report.md
-          fail: true
+          format: markdown
-          jobSummary: true
+          fail: true           
-          debug: true
+          jobSummary: false    
+          debug: false
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      # This step only runs if the 'lychee_check' step fails, ensuring the 
+
-      # context note only appears when the developer needs to troubleshoot.
+      - name: Display Failure Report
-      - name: Display Link Context Note on Failure
+        # Run this ONLY if the link checker failed
-        if: ${{ failure() }}
+        if: steps.lychee-check.outcome == 'failure'
         run: |
           echo "## Link Resolution Note" >> $GITHUB_STEP_SUMMARY
           echo "Local links and directory changes work differently on GitHub than on the docsite." >> $GITHUB_STEP_SUMMARY
           echo "You must ensure fixes pass the **GitHub check** and also work with **\`hugo server\`**." >> $GITHUB_STEP_SUMMARY
+          echo "See [Link Checking and Fixing with Lychee](https://github.com/googleapis/genai-toolbox/blob/main/DEVELOPER.md#link-checking-and-fixing-with-lychee) for more details." >> $GITHUB_STEP_SUMMARY
           echo "---" >> $GITHUB_STEP_SUMMARY
 
+          echo "### Broken Links Found" >> $GITHUB_STEP_SUMMARY
+          cat ./lychee-report.md >> $GITHUB_STEP_SUMMARY
+
+          exit 1

.lycheeignore

@@ -23,8 +23,7 @@ https://cloud.dgraph.io/login
 https://dgraph.io/docs
 
 # MySQL Community downloads and main site (often protected by bot mitigation)
-https://dev.mysql.com/downloads/installer/
+^https?://(.*\.)?mysql\.com/.*
-https://www.mysql.com/
 
 # Claude desktop download link
 https://claude.ai/download
@@ -37,8 +36,8 @@ https://dev.mysql.com/doc/refman/8.4/en/sql-prepared-statements.html
 https://dev.mysql.com/doc/refman/8.4/en/user-names.html
 
 # npmjs links can occasionally trigger rate limiting during high-frequency CI builds
-https://www.npmjs.com/package/@toolbox-sdk/core
+^https?://(www\.)?npmjs\.com/.*
-https://www.npmjs.com/package/@toolbox-sdk/adk
+
 https://www.oceanbase.com/
 
 # Ignore social media and blog profiles to reduce external request overhead